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Kybernetika 38(4):405-424, 2002.

Estimation of Variances in a Heteroscedastic RCA(1) Model.

Hana Janečková


Abstract:

The paper concerns with a heteroscedastic random coefficient autoregressive model (RCA) of the form $X_t=b_tX_{t-1}+Y_t$. Two different procedures for estimating $\sigma_t^2=EY_t^2, \sigma_b^2=Eb_t^2$ or $\sigma_B^2=E(b_t-Eb_t)^2$, respectively, are described under the special seasonal behaviour of $\sigma_t^2$. For both types of estimators strong consistency and asymptotic normality are proved.


AMS: 62M;


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BIB TeX

@article{kyb:2002:4:405-424,

author = {Jane\v{c}kov\'{a}, Hana},

title = {Estimation of Variances in a Heteroscedastic RCA(1) Model.},

journal = {Kybernetika},

volume = {38},

year = {2002},

number = {4},

pages = {405-424}

publisher = {{\'U}TIA, AV {\v C}R, Prague },

}


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